audit-agentic-mcp
Skill13 starsChanged 13 days agoMITView on GitHub
Use if auditing or designing an MCP server for agent-readiness — framework, security, context.
We split this skill into the rules it gives an agent
8 rules. About 0 are common, 4 are distinctive, and 4 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈4
Distinctive · estimate
This author's own choices. Worth a look.
4
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 60
Explore: Start with the helper scripts:
- Distinctive: line 77
Detect framework, then route mechanics: Read manifest, entry point, tool registration, schemas, transport/auth config.
- Very specific: line 95
Run the interview in references/decision-trees/brainstorming-new-mcp.md.
- Very specific: line 98
If MCP is the wrong primitive, route to references/patterns/mcp-vs-cli.md and recommend CLI, agent skill, or a smaller script instead.
- Distinctive: line 110
Do not load the whole reference tree by default.
- Distinctive: line 133
Ask only when the target server is ambiguous, multiple servers are in scope and the user did not request a repo-wide audit, or the next …
- Very specific: line 134
After every applied optimization, pick one live verification route: test-by-mcpc-cli, MCP Inspector, unit/integration test, or targeted …
- Very specific: line 279
Before making version-sensitive claims, verify current MCP SDK, mcp-use, client compatibility, pricing, CVEs, and registry status from …
≈ “Common” is an estimate: at least 1 in 5 of the 308,232 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
audit-agentic-mcp — Audit, Optimize, Architect MCP Servers
The agent-readiness front door for MCP servers. Decides what is wrong, what should change, which reference applies, which companion skill implements the fix, and how to verify the result.
This skill does not write SDK code. It diagnoses, prescribes, and routes.
When to use
Trigger when the user asks any of:
- "audit my MCP server" / "review this MCP server" / "is my MCP server agent-ready?"
- "optimize my MCP server" / "my agent keeps misusing this tool — what's wrong?"
- "design a new MCP server" / "should this be an MCP or a CLI?"
- "score this MCP server's tool design / schemas / auth / context budget"
- "my MCP server returns too much context" / "my agent picks the wrong tool"
- "harden my MCP server" / "production-readiness check for MCP"
- "which MCP framework should I pick — SDK v1, SDK v2, or
mcp-use?"
Do NOT use this skill for:
- Writing or fixing raw
@modelcontextprotocol/sdkv1 code → out of scope; follow the SDK's own docs - Writing or fixing raw
@modelcontextprotocol/serverv2 alpha code → out of scope; follow the SDK's own docs - Writing or fixing
mcp-use/servercode → route tobuild-mcp-use-server - Live CLI smoke-testing of an MCP server → route to
test-by-mcpc-cli - CLI agent-readiness (not MCP) → route to
audit-agentic-cli - Migrating SDK v1 code to v2 → out of scope; follow the SDK's own migration guide
Hard rules (load-bearing)
| # | Rule | Reference |
| 1 | Explore the codebase before asking. Run helper scripts and rg first. | scripts/audit-mcp-server.sh.md |
| 2 | Audit requests stop at the report. Optimize/fix requests apply edits and verify. | — |
| 3 | Every finding cites file path and line, real code or labeled assumption. | — |
| 4 | One server at a time. If multiple servers exist, inventory and ask which is in scope. | — |
| 5 | Map tools to user intent — never wrap REST endpoints one-to-one. | references/patterns/tool-design.md |
| 6 | Flatten schemas past one nesting level; keep 3–6 required params. | references/patterns/schema-design.md |
| 7 | Curate tool responses for LLM consumption — never return raw upstream JSON. | references/patterns/tool-responses.md |
| 8 | Use isError in result content for tool failures. Reserve protocol errors for transport. | references/patterns/error-handling.md |
| 9 | Validate all LLM input server-side; never trust generated input. | references/patterns/security.md |
| 10 | Use Streamable HTTP for new remote deployments — not SSE. | references/patterns/transport-and-ops.md |
| 11 | Use progressive discovery past ~20 tools, not eager registration. | references/patterns/progressive-discovery.md |
| 12 | Tool descriptions are prompt engineering — treat them with care. | references/patterns/tool-descriptions.md |
| 13 | Capability-gate sampling, elicitation, and roots — never silently drop. | references/patterns/advanced-protocol.md |
| 14 | Use OBO with audience checks; never forward user tokens to upstream APIs. | references/patterns/auth-identity.md |
| 15 | Verify after every applied edit. Pick one live route. | references/patterns/testing.md + test-by-mcpc-cli |
Two modes
Mode A — Audit / optimize an existing MCP server
Pick this when MCP-shaped code already exists.
Explore. Start with the helper scripts:
bash skills/audit-agentic-mcp/skills/audit-agentic-mcp/scripts/audit-mcp-server.sh . bash skills/audit-agentic-mcp/skills/audit-agentic-mcp/scripts/measure-context-budget.sh .Then confirm with direct searches:
tree . -I node_modules --dirsfirst -L 3 rg -n -l "McpServer|FastMCP|server\.tool|@tool|@mcp\.tool|registerTool|Server\(" . -g '!node_modules' rg -n "server\.tool|@tool|registerTool|def .*tool|tool\(" . -g '!node_modules' rg -n -l "z\.|inputSchema|BaseModel|Field\(|pydantic|jsonschema" . -g '!node_modules' rg -n "stdio|streamable|sse|transport" . -g '!node_modules'See
scripts/audit-mcp-server.sh.mdandscripts/measure-context-budget.sh.mdfor what the helpers cover and what to read next.If
treeis missing,find . -maxdepth 3 -type d. Ifrgis missing,grep -R. If no MCP-shaped code exists after checking root and likely server dirs (src/,server/,servers/,app/,apps/,packages/,services/,mcp/), report the missing prerequisite and switch to Mode B only if the user actually wants a new server.- Detect framework, then route mechanics. Read manifest, entry point, tool registration, schemas, transport/auth config. Keep this skill on audit reasoning; route implementation mechanics to the companion table below.
- Score and prioritize. Produce the audit Output Contract below. Tie every finding to real evidence or a labeled assumption. Thresholds in references are diagnostic cues, not verdicts.
- Apply only in implementation scope. For optimize/fix, edit the in-scope findings and verify with one live route. For audit/review, stop at the report.
Audit Output Contract
- target path and detected framework
- short scorecard across: tool interface, schemas/responses, errors, security/auth, context/cost, client compatibility, ops/testing, and architecture
- prioritized findings — each with severity, evidence path/line, impact, recommended fix, companion-skill route
- verification plan:
test-by-mcpc-cli, MCP Inspector, unit/integration, or targeted manual check - assumptions and items not touched
Mode B — Architect a new MCP server
Pick this when no MCP-shaped code exists yet, or the user wants a fresh server alongside an existing one.
- Run the interview in
references/decision-trees/brainstorming-new-mcp.md. - Choose framework and companion via
references/decision-trees/companion-toolchain.md. - Cross-check the sketch with
references/decision-trees/design-phase.mdfor schema portability and architecture gotchas. - If MCP is the wrong primitive, route to
references/patterns/mcp-vs-cli.mdand recommend CLI, agent skill, or a smaller script instead. - Hand off to the chosen companion only after the architecture sketch is signed off.
Architect Output Contract
- chosen framework and companion skill
- why MCP is better than CLI, agent skill, or a smaller primitive — sourced from
references/patterns/mcp-vs-cli.md - security posture, context-budget posture, and production-readiness risks
- validation plan before and after implementation
Minimal read sets
Do not load the whole reference tree by default. Start with the smallest bundle.
| Work | Read first |
| Existing-server quick audit | scripts/audit-mcp-server.sh.md, scripts/measure-context-budget.sh.md, references/patterns/tool-design.md, references/patterns/schema-design.md, references/patterns/tool-responses.md, references/patterns/error-handling.md, references/patterns/testing.md |
| Security / auth audit | references/decision-trees/security-posture.md, references/patterns/security.md, references/patterns/auth-identity.md, references/patterns/threat-catalog.md |
| Context / cost audit | scripts/measure-context-budget.sh.md, references/patterns/context-engineering.md, references/patterns/caching-economics.md, references/decision-trees/tool-count.md, references/patterns/progressive-discovery.md |
| New-server architecture | references/decision-trees/brainstorming-new-mcp.md, references/decision-trees/companion-toolchain.md, references/decision-trees/design-phase.md, references/patterns/mcp-vs-cli.md |
Companion skills (route fixes here)
| Skill | When to pick | Tradeoff |
build-mcp-use-server | New HTTP-first TypeScript server wanting mcp-use/server conventions, widgets/apps, OAuth helpers | Locks into mcp-use/server imports; less bare-metal control |
test-by-mcpc-cli | Repeatable stdio/Streamable HTTP smoke checks, JSON scripting, post-edit verification | Requires mcpc 0.2.x locally |
audit-agentic-cli | The interface should stay CLI-first or the task is CLI agent-readiness, not MCP | CLI contract work, not MCP protocol work |
Raw official-SDK work (@modelcontextprotocol/sdk v1, @modelcontextprotocol/server v2 alpha) and v1 → v2 migration have no companion skill in this pack. Use the SDK's own docs: v1 is the production default with the widest client compatibility; v2 is for greenfield projects that accept alpha risk after checking npm and the docs (Node 20+, ESM, Zod v4, no server-side OAuth).
Execution rhythm
- Audit/review request → produce the full audit report and stop. No code edits.
- Optimize/fix request with clear scope → state assumptions and tradeoffs upfront, apply in-scope edits, verify.
- Ask only when the target server is ambiguous, multiple servers are in scope and the user did not request a repo-wide audit, or the next action is destructive or externally visible.
- After every applied optimization, pick one live verification route:
test-by-mcpc-cli, MCP Inspector, unit/integration test, or targeted manual endpoint check.
Decision tree — what aspect needs attention?
What aspect of the MCP server is in scope?
│
├── Brand new server, no code yet
│ ├── references/decision-trees/brainstorming-new-mcp.md
│ └── references/decision-trees/companion-toolchain.md
│
├── Architecture decision — should this even be an MCP server?
│ └── references/patterns/mcp-vs-cli.md
│
├── Tool interface quality
│ ├── REST-wrapper tools ───────────── references/patterns/tool-design.md
│ ├── Wrong tool selected ──────────── references/patterns/tool-descriptions.md
│ └── Weak next-action guidance ────── references/patterns/tool-responses.md
│
├── Input / output reliability
│ ├── Schema parse failures ────────── references/patterns/schema-design.md
│ ├── Poor recovery errors ─────────── references/patterns/error-handling.md
│ ├── Response format choice ───────── references/decision-trees/response-format.md
│ └── Error strategy choice ────────── references/decision-trees/error-strategy.md
│
├── Security and identity
│ ├── Security posture flow ────────── references/decision-trees/security-posture.md
│ ├── Generic defenses ─────────────── references/patterns/security.md
│ ├── OAuth / CIMD / OBO ───────────── references/patterns/auth-identity.md
│ └── Named attacks / CVEs ─────────── references/patterns/threat-catalog.md
│
├── Context, tokens, and cost
│ ├── Context budget ───────────────── references/patterns/context-engineering.md
│ ├── Prompt-caching economics ─────── references/patterns/caching-economics.md
│ ├── Tool count cliffs ────────────── references/decision-trees/tool-count.md
│ └── Progressive loading ──────────── references/patterns/progressive-discovery.md
│
├── Protocol depth
│ ├── Sampling / elicitation / roots ─ references/patterns/advanced-protocol.md
│ ├── Resources + prompts ──────────── references/patterns/resources-and-prompts.md
│ └── Tool response authority ──────── references/patterns/prompt-gates.md
│
├── Client + model compatibility
│ ├── Per-client quirks ────────────── references/patterns/client-compatibility.md
│ └── Per-model behavior ───────────── references/patterns/model-behavior.md
│
├── Architecture & scaling
│ ├── Agentic workflows ────────────── references/patterns/agentic-patterns.md
│ ├── Multi-server composition ─────── references/patterns/composition.md
│ ├── Growth / load distribution ───── references/decision-trees/scaling.md
│ └── Early design decisions ───────── references/decision-trees/design-phase.md
│
├── Operations, testing, deployment
│ ├── Transport + ops ──────────────── references/patterns/transport-and-ops.md
│ ├── Hosting platforms ────────────── references/patterns/deployment-platforms.md
│ ├── Session lifecycle ────────────── references/patterns/session-and-state.md
│ ├── Testing strategy ─────────────── references/patterns/testing.md
│ └── Production readiness ─────────── references/decision-trees/production-readiness.md
│
└── Distribution and trust
├── Vendor exemplars ─────────────── references/patterns/exemplar-servers.md
└── Registries / gateways ───────── references/patterns/registry-and-distribution.mdQuick reference card
| You want to... | Start here |
| Architect a brand-new MCP | references/decision-trees/brainstorming-new-mcp.md → references/decision-trees/companion-toolchain.md |
| Decide MCP vs CLI vs agent skill | references/patterns/mcp-vs-cli.md |
| Evaluate tool interface quality | references/patterns/tool-design.md → references/patterns/tool-descriptions.md |
| Fix schema parse failures | references/patterns/schema-design.md → references/decision-trees/design-phase.md |
| Improve error recovery | references/decision-trees/error-strategy.md → references/patterns/error-handling.md |
| Harden security posture | references/decision-trees/security-posture.md → references/patterns/security.md → references/patterns/auth-identity.md |
| Reduce context / token usage | scripts/measure-context-budget.sh.md → references/patterns/context-engineering.md |
| Manage 20+ tools | references/decision-trees/tool-count.md → references/patterns/progressive-discovery.md |
| Add sampling, elicitation, or roots | references/patterns/advanced-protocol.md |
| Pick deployment platform | references/patterns/deployment-platforms.md |
| Design for a specific client | references/patterns/client-compatibility.md |
| Publish to a registry | references/patterns/registry-and-distribution.md |
| Validate with live tests | references/patterns/testing.md → test-by-mcpc-cli |
Common pitfalls
| # | Pitfall | Fix |
| 1 | Wrapping every REST endpoint as a tool | Design around user intent — references/patterns/tool-design.md |
| 2 | Deeply nested JSON schemas | Flatten to one level, 3–6 params — references/patterns/schema-design.md |
| 3 | Returning raw API JSON | Curate and summarize — references/patterns/tool-responses.md |
| 4 | Throwing protocol errors for tool failures | Use isError in result content — references/patterns/error-handling.md |
| 5 | No input validation | Validate server-side — references/patterns/security.md |
| 6 | Registering 20+ tools eagerly | Progressive discovery — references/patterns/progressive-discovery.md |
| 7 | Vague tool descriptions | Treat descriptions as prompt engineering — references/patterns/tool-descriptions.md |
| 8 | No live verification after edits | Use test-by-mcpc-cli, Inspector, unit tests, or endpoint checks |
| 9 | Using SSE for new remote deployments | Streamable HTTP only — references/patterns/transport-and-ops.md |
| 10 | Ignoring session cleanup | Lifecycle management — references/patterns/session-and-state.md |
Reference routing table
Pattern files (references/patterns/)
| File | Read when... |
tool-design.md | Evaluating tool granularity, intent-based design, naming |
tool-descriptions.md | Diagnosing tool selection, improving description quality |
tool-responses.md | Optimizing return shape, picking output format, reducing tokens |
schema-design.md | Fixing parse failures, flattening schemas, trimming required params |
error-handling.md | Improving recovery, retry loops, circuit breakers |
security.md | Generic defenses: injection vectors, sandboxing, auth basics |
threat-catalog.md | Named MCP attacks, dated CVEs, defense tooling, audit checklist |
auth-identity.md | OAuth profile, RFC 9728 PRM, CIMD, OBO, step-up consent |
context-engineering.md | Token-budget diagnosis, context window optimization, tiered verbosity |
caching-economics.md | Provider-side prompt caching, write premiums, TTL, cost math |
progressive-discovery.md | Managing 20+ tools, dynamic tool loading |
agentic-patterns.md | Agent loops, multi-step workflows, ordering constraints |
composition.md | Multi-server setups, gateway federation, meta-server patterns |
prompt-gates.md | Tool response authority, approval workflows, guardrails |
resources-and-prompts.md | Resource and prompt primitive usage, data-exposure strategy |
session-and-state.md | Session lifecycle, state leaks, cleanup, application-level caching |
testing.md | Eval-driven development, regression testing, CI integration |
transport-and-ops.md | Transport choice, deployment config, monitoring, connection management |
deployment-platforms.md | Hosting platforms and deployment constraints |
mcp-vs-cli.md | Deciding whether MCP is the right primitive vs CLI, bash, skills, or hybrid |
client-compatibility.md | Per-client truth table, silent drops, partial support, workarounds |
model-behavior.md | Per-model tool-use benchmarks, idioms, pricing |
advanced-protocol.md | Sampling, elicitation, roots, completions, progress, cancellation, _meta |
exemplar-servers.md | Comparing design against production vendor servers |
registry-and-distribution.md | Official Registry, Smithery, Docker MCP Catalog, gateways, trust signals |
Decision-tree files (references/decision-trees/)
| File | Read when... |
brainstorming-new-mcp.md | Mode B interview, framework picker, architecture sketch |
companion-toolchain.md | Choosing build, test, architecture, CLI, or no-MCP companion route |
design-phase.md | Early architecture decisions, cross-model schema portability |
tool-count.md | How many tools to expose; organizing a large surface |
response-format.md | Text vs structured content vs mixed |
error-strategy.md | Fail-fast vs retry vs fallback |
security-posture.md | Threat model selection, full security audit flow |
scaling.md | Growth, multi-server setups, load distribution |
production-readiness.md | Pre-deploy checklist, operational readiness |
Freshness checks
Before making version-sensitive claims, verify current MCP SDK, mcp-use, client compatibility, pricing, CVEs, and registry status from primary sources. Start with npm package metadata and the official TypeScript SDK repository/release notes when framework guidance depends on SDK state.
Time-sensitive references — re-check before citing:
references/patterns/auth-identity.mdreferences/patterns/client-compatibility.mdreferences/patterns/caching-economics.mdreferences/patterns/deployment-platforms.mdreferences/patterns/model-behavior.mdreferences/patterns/registry-and-distribution.mdreferences/patterns/threat-catalog.md
Delegation policy
Use subagents only when the runtime supports them and project policy allows it. Delegate independent current-research questions, broad codebase scans, or batch implementation after the user has authorized implementation scope. Pass outcome, constraints, and binary done criteria. Do not delegate work that is faster as a local read-plus-edit.
In this repository31 other files it gives its agents.
- AGENTS.mdAGENTS.md
- audit-agentic-cliSkill
- audit-completionSkill
- audit-skill-by-derailmentSkill
- audit-ui-uxSkill
- build-chrome-extensionSkill
- build-cloudflare-access-ssoSkill
- build-cloudflare-email-sendingSkill
- build-kernel-ts-sdkSkill
- build-licenseseat-swiftSkill
- build-mcp-use-serverSkill
- build-raycast-script-commandSkill
- build-skillSkill
- ci-cd-optimizeSkill
- convert-to-natural-writingSkill
- convert-url-to-nextjsSkill
- init-agent-configSkill
- init-makefilesSkill
- mobilerun-controlSkill
- optimize-nextjs-fluiditySkill
- publish-npm-packageSkill
- run-astro-auditSkill
- run-railwaySkill
- run-repo-cleanupSkill
- run-ts-cleanupSkill
- test-by-maestroSkill
- test-by-mcpc-cliSkill
- update-agent-configSkill
- use-chatgpt-by-applescriptSkill
- use-cloudflare-tunnelSkill
- use-linear-cliSkill
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